The money-link detection system evaluates the surrounding context and structure of every external link on a page, using LLM-driven classification to distinguish commercial placement targets from authoritative filler references added for camouflage. It flags potential promotional links by identifying commercial intent, simpler top-level destination URLs, and unnatural anchor placement, while verifying that surrounding citations point to recognized high-authority entities.